{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Effectively Using Matplotlib\n",
    "\n",
    "Full article on [pbpython.com](http://pbpython.com/effective-matplotlib.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standard imports\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ensure plots are displayed inline\n",
    "%matplotlib inline\n",
    "#%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in some data to show some real world exampled\n",
    "xlsxFile = \"data/sample-salesv3.xlsx\"\n",
    "\n",
    "df = pd.read_excel(io=xlsxFile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>account number</th>\n      <th>name</th>\n      <th>sku</th>\n      <th>quantity</th>\n      <th>unit price</th>\n      <th>ext price</th>\n      <th>date</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>740150</td>\n      <td>Barton LLC</td>\n      <td>B1-20000</td>\n      <td>39</td>\n      <td>86.69</td>\n      <td>3380.91</td>\n      <td>2014-01-01 07:21:51</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>714466</td>\n      <td>Trantow-Barrows</td>\n      <td>S2-77896</td>\n      <td>-1</td>\n      <td>63.16</td>\n      <td>-63.16</td>\n      <td>2014-01-01 10:00:47</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>218895</td>\n      <td>Kulas Inc</td>\n      <td>B1-69924</td>\n      <td>23</td>\n      <td>90.70</td>\n      <td>2086.10</td>\n      <td>2014-01-01 13:24:58</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>307599</td>\n      <td>Kassulke, Ondricka and Metz</td>\n      <td>S1-65481</td>\n      <td>41</td>\n      <td>21.05</td>\n      <td>863.05</td>\n      <td>2014-01-01 15:05:22</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>412290</td>\n      <td>Jerde-Hilpert</td>\n      <td>S2-34077</td>\n      <td>6</td>\n      <td>83.21</td>\n      <td>499.26</td>\n      <td>2014-01-01 23:26:55</td>\n    </tr>\n  </tbody>\n</table>\n</div>",
      "text/plain": "   account number                         name       sku  quantity  \\\n0          740150                   Barton LLC  B1-20000        39   \n1          714466              Trantow-Barrows  S2-77896        -1   \n2          218895                    Kulas Inc  B1-69924        23   \n3          307599  Kassulke, Ondricka and Metz  S1-65481        41   \n4          412290                Jerde-Hilpert  S2-34077         6   \n\n   unit price  ext price                 date  \n0       86.69    3380.91  2014-01-01 07:21:51  \n1       63.16     -63.16  2014-01-01 10:00:47  \n2       90.70    2086.10  2014-01-01 13:24:58  \n3       21.05     863.05  2014-01-01 15:05:22  \n4       83.21     499.26  2014-01-01 23:26:55  "
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Summarize the data by customer and get the top 10 customers.\n",
    "Also, clean up the column names for consistency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_10 = (df.groupby('name')['ext price', 'quantity'].agg({'ext price': 'sum', 'quantity': 'count'})\n",
    "          .sort_values(by='ext price', ascending=False))[:10].reset_index()\n",
    "top_10.rename(columns={'name': 'Name', 'ext price': 'Sales', 'quantity': 'Purchases'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Purchases</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kulas Inc</td>\n",
       "      <td>94</td>\n",
       "      <td>137351.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>White-Trantow</td>\n",
       "      <td>86</td>\n",
       "      <td>135841.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Trantow-Barrows</td>\n",
       "      <td>94</td>\n",
       "      <td>123381.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jerde-Hilpert</td>\n",
       "      <td>89</td>\n",
       "      <td>112591.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Fritsch, Russel and Anderson</td>\n",
       "      <td>81</td>\n",
       "      <td>112214.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Barton LLC</td>\n",
       "      <td>82</td>\n",
       "      <td>109438.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Will LLC</td>\n",
       "      <td>74</td>\n",
       "      <td>104437.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Koepp Ltd</td>\n",
       "      <td>82</td>\n",
       "      <td>103660.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Frami, Hills and Schmidt</td>\n",
       "      <td>72</td>\n",
       "      <td>103569.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Keeling LLC</td>\n",
       "      <td>74</td>\n",
       "      <td>100934.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Name  Purchases      Sales\n",
       "0                     Kulas Inc         94  137351.96\n",
       "1                 White-Trantow         86  135841.99\n",
       "2               Trantow-Barrows         94  123381.38\n",
       "3                 Jerde-Hilpert         89  112591.43\n",
       "4  Fritsch, Russel and Anderson         81  112214.71\n",
       "5                    Barton LLC         82  109438.50\n",
       "6                      Will LLC         74  104437.60\n",
       "7                     Koepp Ltd         82  103660.54\n",
       "8      Frami, Hills and Schmidt         72  103569.59\n",
       "9                   Keeling LLC         74  100934.30"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at available styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "['seaborn-ticks',\n 'seaborn-paper',\n 'seaborn-talk',\n 'Solarize_Light2',\n 'seaborn-white',\n 'seaborn-deep',\n 'fast',\n 'bmh',\n 'seaborn-pastel',\n 'seaborn-notebook',\n 'seaborn-darkgrid',\n 'seaborn-bright',\n 'seaborn-muted',\n 'seaborn',\n 'ggplot',\n 'seaborn-dark-palette',\n 'seaborn-colorblind',\n 'seaborn-poster',\n 'tableau-colorblind10',\n 'classic',\n 'seaborn-whitegrid',\n 'grayscale',\n '_classic_test',\n 'dark_background',\n 'fivethirtyeight',\n 'seaborn-dark']"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the ggplot style to improve the overall esthetics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Basic pandas plot to get started"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Tjjz8Wu/evUlMTCQ2NpbQ0FBatGhR4baysrLKfW10V6Snp7Nu3To8PDzw8fFxHi64on79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\nIiLiEhUPIiIi4hIVDyIiIuKS/w94Irc0MIrFewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f31a7e8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the figure and axes for future customization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Tjjz8Wu/evUlMTCQ2NpbQ0FBatGhR4baysrLKfW10V6Snp7Nu3To8PDzw8fFxHi64on79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\nIiLiEhUPIiIi4hIVDyIiIuKS/w94Irc0MIrFewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30ca1358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set some limits and labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TJZ6entbMJoQQQggbZvHlkmnTpgHg6elJq1atzAVGZGSkdZIJIYQQwqZZPJKR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\nQwYRERHFBEMGERERxcQfGUGPRwrAhE8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30f18320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax)\n",
    "ax.set_xlim([-10000, 140000])\n",
    "ax.set_xlabel('Total Revenue')\n",
    "ax.set_ylabel('Customer');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternative api using set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fe61WW6nyPEm9evWeSz9yukQYFRYZN27cwM3NDU9PTy5fvsylS5eeS5Hh6urK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\nIf4Hm0cYH0A94i4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30c3e320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax)\n",
    "ax.set_xlim([-10000, 140000])\n",
    "ax.set(title='2014 Revenue', xlabel='Total Revenue', ylabel='Customer');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hide the legend since it is not useful in this case. Also change the size of the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FsAd58sknCQkJAa6san/22WcJDw8vUxsrVqxgwIABFVLP8uXL8fPzo1+/fsX2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\nlGZCQsecHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30b40f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 6))\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax)\n",
    "ax.set_xlim([-10000, 140000])\n",
    "ax.set(title='2014 Revenue', xlabel='Total Revenue', ylabel='Customer')\n",
    "ax.legend().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add some annotations, and turn off the grid - just to show how it is done"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3O4LLUwmLiIhT7NvnaXYEl6cSFhERpxg0qLrZEVyeSlhERMQkKmERERGTqIRF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\nIYROpAgLIYQQOpEiLIQQQujkfwHfoOboYQ2TCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30fab160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 6))\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax)\n",
    "avg = top_10['Sales'].mean()\n",
    "ax.set_xlim([-10000, 140000])\n",
    "ax.set(title='2014 Revenue', xlabel='Total Revenue', ylabel='Customer')\n",
    "ax.axvline(x=avg, color='b', label='Average', linestyle='--', linewidth=1)\n",
    "ax.grid(False)\n",
    "ax.legend().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To clean up the currency in Total Revenue, we define a custom formatting function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def currency(x, pos):\n",
    "    'The two args are the value and tick position'\n",
    "    if x >= 1000000:\n",
    "        return '${:1.1f}M'.format(x*1e-6)\n",
    "    return '${:1.0f}K'.format(x*1e-3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the new formatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oi3379rF27VqmTJmCr68vBQUFbNmy5a7nEBGR8it1YbFo0SKefPJJevTogbu7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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30a11080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax)\n",
    "ax.set_xlim([-10000, 140000])\n",
    "ax.set(title='2014 Revenue', xlabel='Total Revenue', ylabel='Customer')\n",
    "formatter = FuncFormatter(currency)\n",
    "ax.xaxis.set_major_formatter(formatter)\n",
    "ax.legend().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fully commented example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+fPgwhYWF5ObmkpycjKenJ1ByWSQjIwODwcD+/fvVth7EwcGBu3fvqsutWrVi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30be9c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the figure and the axes\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Plot the data and get the averaged\n",
    "top_10.plot(kind='barh', y=\"Sales\", x=\"Name\", ax=ax)\n",
    "avg = top_10['Sales'].mean()\n",
    "\n",
    "# Set limits and labels\n",
    "ax.set_xlim([-10000, 140000])\n",
    "ax.set(title='2014 Revenue', xlabel='Total Revenue', ylabel='Customer')\n",
    "\n",
    "# Add a line for the average\n",
    "ax.axvline(x=avg, color='b', label='Average', linestyle='--', linewidth=1)\n",
    "\n",
    "# Annotate the new customers\n",
    "for cust in [3, 5, 8]:\n",
    "    ax.text(115000, cust, \"New Customer\")\n",
    "    \n",
    "# Format the currency\n",
    "formatter = FuncFormatter(currency)\n",
    "ax.xaxis.set_major_formatter(formatter)\n",
    "\n",
    "# Hide the legend\n",
    "ax.legend().set_visible(False);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add two plots to a figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9KwD//ve/2b59u/U8LBYLL730Ejt27ODTTz/lueeeY926dbi7u/Pqq69y9OhR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5f30a88a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the figure and the axes\n",
    "fig, (ax0, ax1) = plt.subplots(nrows=1, ncols=2, sharey=True, figsize=(10,4))\n",
    "\n",
    "# Build the first plot\n",
    "top_10.plot(kind='barh', x='Name', y='Sales', ax=ax0)\n",
    "ax0.set(title='Revenue', xlabel='Total revenue', ylabel='Customers')\n",
    "formatter = FuncFormatter(currency)\n",
    "ax0.xaxis.set_major_formatter(formatter)\n",
    "\n",
    "# Add average line to the first plot\n",
    "revenue_average = top_10['Sales'].mean()\n",
    "ax0.axvline(x=revenue_average, color='b', label='Average', linestyle='--', linewidth=1)\n",
    "\n",
    "# Build the second plot\n",
    "top_10.plot(kind='barh', x='Name', y='Purchases', ax=ax1)\n",
    "ax1.set(title='Units', xlabel='Total units', ylabel='')\n",
    "\n",
    "# Add average line to the second plot\n",
    "purchases_average = top_10['Purchases'].mean()\n",
    "ax1.axvline(x=purchases_average, color='b', label='Average', linestyle='--', linewidth=1)\n",
    "\n",
    "# Title the figure\n",
    "fig.suptitle('2014 Sales Analysis', fontsize=14, fontweight='bold')\n",
    "\n",
    "# Hide the plot legends\n",
    "ax0.legend().set_visible(False)\n",
    "ax1.legend().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save some files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'eps': 'Encapsulated Postscript',\n",
       " 'jpeg': 'Joint Photographic Experts Group',\n",
       " 'jpg': 'Joint Photographic Experts Group',\n",
       " 'pdf': 'Portable Document Format',\n",
       " 'pgf': 'PGF code for LaTeX',\n",
       " 'png': 'Portable Network Graphics',\n",
       " 'ps': 'Postscript',\n",
       " 'raw': 'Raw RGBA bitmap',\n",
       " 'rgba': 'Raw RGBA bitmap',\n",
       " 'svg': 'Scalable Vector Graphics',\n",
       " 'svgz': 'Scalable Vector Graphics',\n",
       " 'tif': 'Tagged Image File Format',\n",
       " 'tiff': 'Tagged Image File Format'}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's look at how to save the files\n",
    "fig.canvas.get_supported_filetypes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fig.savefig('sales.png', transparent=False, dpi=80, bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the file to see what it looks like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8O3bsoEePHgQGBuLv789DDz3E4cOHS3KZRETKTUhICMOHDycmJoa7774bf39/2rVrx+7d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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('sales.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}